mirror of https://github.com/crytic/slither
You can not select more than 25 topics
Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
78 lines
2.2 KiB
78 lines
2.2 KiB
import logging
|
|
import sys
|
|
import traceback
|
|
import operator
|
|
import numpy as np
|
|
import random
|
|
|
|
try:
|
|
from sklearn import decomposition
|
|
import matplotlib.pyplot as plt
|
|
except ImportError:
|
|
decomposition = None
|
|
plt = None
|
|
|
|
from fastText import load_model
|
|
from .encode import load_and_encode, parse_target
|
|
|
|
logger = logging.getLogger("Slither-simil")
|
|
|
|
def plot(args):
|
|
|
|
if decomposition is None or plt is None:
|
|
logger.error("ERROR: In order to use plot mode in slither-simil, you need to install sklearn and matplotlib:")
|
|
logger.error("$ pip3 install sklearn matplotlib --user")
|
|
sys.exit(-1)
|
|
|
|
try:
|
|
|
|
model = args.model
|
|
model = load_model(model)
|
|
filename = args.filename
|
|
#contract = args.contract
|
|
contract, fname = parse_target(args.fname)
|
|
#solc = args.solc
|
|
infile = args.input
|
|
#ext = args.filter
|
|
#nsamples = args.nsamples
|
|
|
|
if fname is None or infile is None:
|
|
logger.error('The plot mode requieres fname and input parameters.')
|
|
sys.exit(-1)
|
|
|
|
logger.info('Loading data..')
|
|
cache = load_and_encode(infile, **vars(args))
|
|
|
|
data = list()
|
|
fs = list()
|
|
|
|
logger.info('Procesing data..')
|
|
for (f,c,n),y in cache.items():
|
|
if (c == contract or contract is None) and n == fname:
|
|
fs.append(f)
|
|
data.append(y)
|
|
|
|
if len(data) == 0:
|
|
logger.error('No contract was found with function %s', fname)
|
|
sys.exit(-1)
|
|
|
|
data = np.array(data)
|
|
pca = decomposition.PCA(n_components=2)
|
|
tdata = pca.fit_transform(data)
|
|
|
|
logger.info('Plotting data..')
|
|
plt.figure(figsize=(20,10))
|
|
assert(len(tdata) == len(fs))
|
|
for ([x,y],l) in zip(tdata, fs):
|
|
x = random.gauss(0, 0.01) + x
|
|
y = random.gauss(0, 0.01) + y
|
|
plt.scatter(x, y, c='blue')
|
|
plt.text(x-0.001,y+0.001, l)
|
|
|
|
logger.info('Saving figure to plot.png..')
|
|
plt.savefig('plot.png', bbox_inches='tight')
|
|
|
|
except Exception:
|
|
logger.error('Error in %s' % args.filename)
|
|
logger.error(traceback.format_exc())
|
|
sys.exit(-1)
|
|
|